The Book of Why: The New Science of Cause and Effect (Penguin Science)

by Judea Pearl

The coefficient a in the equation of that plane, Y = aX + bZ + c, will automatically adjust the observed trend of Y on X to account for the confounder Z. If Z is the only confounder, then a is the average causal effect of X on Y.